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strands-agents / evals

A comprehensive evaluation framework for AI agents and LLM applications.

Why this job: says: evals, evaluation framework; topics: evaluation

What it does

  • Multiple Evaluation Types. Output evaluation, trajectory analysis, tool usage assessment, and interaction evaluation
  • Multimodal Evaluation. MLLM-as-a-Judge evaluators for image-to-text tasks with built-in rubrics
  • Skill Evaluation. Assess which skills a skill-equipped agent selected and whether it followed their instructions
  • Dynamic Simulators. Multi-turn conversation simulation with realistic user behavior, goal-oriented interactions, and LLM-powered tool simulation with shared state
  • LLM-as-a-Judge. Built-in evaluators using language models for sophisticated assessment with structured scoring

Get started

# Install Strands Evals SDK
pip install strands-agents-evals
Maintenance
Active
Last commit 4 days ago
Stars
252
+2 this week
Licence
Apache-2.0
Allows business use
Downloads for
None listed
No release files
Latest version
v1.9.0
Released 5 days ago
Built with
Python
100% of the code

Is it looked after?

Contributors
17
Last 90 days
Issues
48% closed
90 still open
Pull requests
229 merged
53 waiting
Releases
35
30+ in the last year

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More: languages, topics and project record

Languages

  • Python 100%

Topics

  • agentic
  • agentic-ai
  • ai
  • machine-learning
  • python
  • evaluation
  • strands-agents

Project record

  • JobEvals and observability
  • StatusFeatured
  • Commits242
  • Forks80
  • Watching4
  • Stars in 28 days+15
  • CreatedJul 31, 2025
  • First seen by usNov 7, 2026
  • CheckedNov 9, 2026

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